Set pivot point of empty object
I was using Empty >> Image and stumbled upon this problem but I solved it in a moment. When you add an empty, (here I added the logo just for visibility) go to Data and you should see the Offset. Set both the values of X and Y to -0.5 and it should be in the center. You can then go ahead rotating as if it were a Plane. Hope this helps!